{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import gym\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import sys\n",
    "\n",
    "from collections import defaultdict\n",
    "from lib.envs.blackjack import BlackjackEnv\n",
    "from lib import plotting\n",
    "\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = BlackjackEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_random_policy(nA):\n",
    "    \"\"\"\n",
    "    Creates a random policy function.\n",
    "    \n",
    "    Args:\n",
    "        nA: Number of actions in the environment.\n",
    "    \n",
    "    Returns:\n",
    "        A function that takes an observation as input and returns a vector\n",
    "        of action probabilities\n",
    "    \"\"\"\n",
    "    A = np.ones(nA, dtype=float) / nA\n",
    "    def policy_fn(observation):\n",
    "        return A\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_greedy_policy(Q):\n",
    "    \"\"\"\n",
    "    Creates a greedy policy based on Q values.\n",
    "    \n",
    "    Args:\n",
    "        Q: A dictionary that maps from state -> action values\n",
    "        \n",
    "    Returns:\n",
    "        A function that takes an observation as input and returns a vector\n",
    "        of action probabilities.\n",
    "    \"\"\"\n",
    "    \n",
    "    def policy_fn(state):\n",
    "        A = np.zeros_like(Q[state], dtype=float)\n",
    "        best_action = np.argmax(Q[state])\n",
    "        A[best_action] = 1.0\n",
    "        return A\n",
    "\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mc_control_importance_sampling(env, num_episodes, behavior_policy, discount_factor=1.0):\n",
    "    \"\"\"\n",
    "    Monte Carlo Control Off-Policy Control using Weighted Importance Sampling.\n",
    "    Finds an optimal greedy policy.\n",
    "    \n",
    "    Args:\n",
    "        env: OpenAI gym environment.\n",
    "        num_episodes: Number of episodes to sample.\n",
    "        behavior_policy: The behavior to follow while generating episodes.\n",
    "            A function that given an observation returns a vector of probabilities for each action.\n",
    "        discount_factor: Gamma discount factor.\n",
    "    \n",
    "    Returns:\n",
    "        A tuple (Q, policy).\n",
    "        Q is a dictionary mapping state -> action values.\n",
    "        policy is a function that takes an observation as an argument and returns\n",
    "        action probabilities. This is the optimal greedy policy.\n",
    "    \"\"\"\n",
    "    \n",
    "    # The final action-value function.\n",
    "    # A dictionary that maps state -> action values\n",
    "    Q = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    # The cumulative denominator of the weighted importance sampling formula\n",
    "    # (across all episodes)\n",
    "    C = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    \n",
    "    # Our greedily policy we want to learn\n",
    "    target_policy = create_greedy_policy(Q)\n",
    "        \n",
    "    for i_episode in range(1, num_episodes + 1):\n",
    "        # Print out which episode we're on, useful for debugging.\n",
    "        if i_episode % 1000 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "\n",
    "        # Generate an episode.\n",
    "        # An episode is an array of (state, action, reward) tuples\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "        for t in range(100):\n",
    "            # Sample an action from our policy\n",
    "            probs = behavior_policy(state)\n",
    "            action = np.random.choice(np.arange(len(probs)), p=probs)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "        \n",
    "        # Sum of discounted returns\n",
    "        G = 0.0\n",
    "        # The importance sampling ratio (the weights of the returns)\n",
    "        W = 1.0\n",
    "        # For each step in the episode, backwards\n",
    "        for t in range(len(episode))[::-1]:\n",
    "            state, action, reward = episode[t]\n",
    "            # Update the total reward since step t\n",
    "            G = discount_factor * G + reward\n",
    "            # Update weighted importance sampling formula denominator\n",
    "            C[state][action] += W\n",
    "            # Update the action-value function using the incremental update formula (5.7)\n",
    "            # This also improves our target policy which holds a reference to Q\n",
    "            Q[state][action] += (W / C[state][action]) * (G - Q[state][action])\n",
    "            # If the action taken by the behavior policy is not the action \n",
    "            # taken by the target policy the probability will be 0 and we can break\n",
    "            if action !=  np.argmax(target_policy(state)):\n",
    "                break\n",
    "            W = W * 1./behavior_policy(state)[action]\n",
    "        \n",
    "    return Q, target_policy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500000/500000."
     ]
    }
   ],
   "source": [
    "random_policy = create_random_policy(env.action_space.n)\n",
    "Q, policy = mc_control_importance_sampling(env, num_episodes=500000, behavior_policy=random_policy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(Q[(17, 4, False)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Visulization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "player_sum = []\n",
    "dealer_shown = []\n",
    "usable_ace = []\n",
    "action = []\n",
    "action_values = []\n",
    "for state, action_val in Q.items():\n",
    "    player_sum.append(state[0])\n",
    "    dealer_shown.append(state[1])\n",
    "    usable_ace.append(state[2])\n",
    "    action.append(np.argmax(action_val))\n",
    "    action_values.append(action_val)\n",
    "\n",
    "data = {'player_sum':player_sum, 'dealer_shown':dealer_shown, \n",
    "        'usable_ace':usable_ace, 'action':action,'action_values':action_values}\n",
    "df = pd.DataFrame(data)\n",
    "df_usable_ace = df[df[\"usable_ace\"]]\n",
    "df_none_usable_ace = df[-df[\"usable_ace\"]]\n",
    "\n",
    "\n",
    "sns.scatterplot(x=df_usable_ace['player_sum'], \n",
    "                y=df_usable_ace['dealer_shown'], \n",
    "                hue=df_usable_ace['action'] )\n",
    "plt.title('Optimal Policy (Usable Ace)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'lib.plotting' has no attribute 'plot_policy_function'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m--------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                           Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-34-bafa5c834147>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mP\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maction\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mplotting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_policy_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mP\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Optimal Q \"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: module 'lib.plotting' has no attribute 'plot_policy_function'"
     ]
    }
   ],
   "source": [
    "plt.title('Optimal Policy (No \n",
    "sns.scatterplot(x=df_none_usable_ace['player_sum'],\n",
    "                y=df_none_usable_ace['dealer_shown'],\n",
    "                hue=df_none_usable_ace['action'] )\n",
    "plt.title('Optimal Policy (No Usable Ace)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For plotting: Create value function from action-value function\n",
    "# by picking the best action at each state\n",
    "V = defaultdict(float)\n",
    "for state, action_values in Q.items():\n",
    "    action_value = np.max(action_values)\n",
    "    V[state] = action_value\n",
    "plotting.plot_value_function(V, title=\"Optimal Value Function\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (spinningup)",
   "language": "python",
   "name": "spinningup"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
